diff --git a/src/metrics.cc b/src/metrics.cc
index b5e341d61..28ab921ca 100644
--- a/src/metrics.cc
+++ b/src/metrics.cc
@@ -32,6 +32,7 @@
 #include <thread>
 
 #include "constants.h"
+#include "pinned_memory_manager.h"
 #include "prometheus/detail/utils.h"
 #include "triton/common/logging.h"
 
@@ -108,6 +109,18 @@ Metrics::Metrics()
                     "execution per-model.")
               .Register(*registry_)),
 
+      pinned_memory_pool_total_family_(
+          prometheus::BuildGauge()
+              .Name("nv_pinned_memory_pool_total_bytes")
+              .Help("Pinned memory pool total memory size, in bytes")
+              .Register(*registry_)),
+
+      pinned_memory_pool_used_family_(
+          prometheus::BuildGauge()
+              .Name("nv_pinned_memory_pool_used_bytes")
+              .Help("Pinned memory pool used memory size, in bytes")
+              .Register(*registry_)),
+
       // Per-model cache metric families
       // NOTE: These are used in infer_stats for perf_analyzer
       cache_num_hits_model_family_(prometheus::BuildCounter()
@@ -222,7 +235,8 @@ Metrics::Metrics()
 #endif  // TRITON_ENABLE_METRICS_CPU
 
       metrics_enabled_(false), gpu_metrics_enabled_(false),
-      cpu_metrics_enabled_(false), metrics_interval_ms_(2000)
+      cpu_metrics_enabled_(false), pinned_memory_metrics_enabled_(false),
+      metrics_interval_ms_(2000)
 {
 }
 
@@ -295,8 +309,23 @@ Metrics::EnableMetrics()
 {
   auto singleton = GetSingleton();
   singleton->metrics_enabled_ = true;
+
+  EnablePinnedMemoryMetrics();
 }
 
+void
+Metrics::EnablePinnedMemoryMetrics()
+{
+  auto singleton = GetSingleton();
+  if (singleton->pinned_memory_metrics_enabled_) {
+    return;
+  }
+  // Initialize
+  singleton->InitializePinnedMemoryMetrics();
+  singleton->pinned_memory_metrics_enabled_ = true;
+}
+
+
 void
 Metrics::EnableGPUMetrics()
 {
@@ -357,8 +386,10 @@ bool
 Metrics::StartPollingThread()
 {
   // Nothing to poll if no polling metrics enabled, don't spawn a thread
-  if (!gpu_metrics_enabled_ && !cpu_metrics_enabled_) {
-    LOG_WARNING << "No polling metrics (CPU, GPU) are enabled. Will not "
+  if (!gpu_metrics_enabled_ && !cpu_metrics_enabled_ &&
+      !pinned_memory_metrics_enabled_) {
+    LOG_WARNING << "No polling metrics (CPU, GPU, Pinned memory) are "
+                   "enabled. Will not "
                    "poll for them.";
     return false;
   }
@@ -372,6 +403,10 @@ Metrics::StartPollingThread()
       std::this_thread::sleep_for(
           std::chrono::milliseconds(metrics_interval_ms_ / 2));
 
+      if (pinned_memory_metrics_enabled_) {
+        PollPinnedMemoryMetrics();
+      }
+
 #ifdef TRITON_ENABLE_METRICS_GPU
       // Poll DCGM GPU metrics
       if (gpu_metrics_enabled_ &&
@@ -391,6 +426,20 @@ Metrics::StartPollingThread()
   return true;
 }
 
+bool
+Metrics::PollPinnedMemoryMetrics()
+{
+  uint64_t pinned_memory_byte_size =
+      PinnedMemoryManager::GetTotalPinnedMemoryByteSize();
+  uint64_t used_pinned_memory_byte_size =
+      PinnedMemoryManager::GetUsedPinnedMemoryByteSize();
+
+  pinned_memory_pool_total_->Set(pinned_memory_byte_size);
+  pinned_memory_pool_used_->Set(used_pinned_memory_byte_size);
+
+  return true;
+}
+
 #ifdef TRITON_ENABLE_METRICS_CPU
 Status
 Metrics::ParseCpuInfo(CpuInfo& info)
@@ -676,6 +725,17 @@ Metrics::PollDcgmMetrics()
 #endif  // TRITON_ENABLE_METRICS_GPU
 }
 
+bool
+Metrics::InitializePinnedMemoryMetrics()
+{
+  const std::map<std::string, std::string> pinned_memory_labels;
+  pinned_memory_pool_total_ =
+      &pinned_memory_pool_total_family_.Add(pinned_memory_labels);
+  pinned_memory_pool_used_ =
+      &pinned_memory_pool_used_family_.Add(pinned_memory_labels);
+  return true;
+}
+
 bool
 Metrics::InitializeCpuMetrics()
 {
diff --git a/src/metrics.h b/src/metrics.h
index 70b416eef..2abec1cf3 100644
--- a/src/metrics.h
+++ b/src/metrics.h
@@ -117,6 +117,9 @@ class Metrics {
   // Enable reporting of metrics
   static void EnableMetrics();
 
+  // Enable reporting of Pinned memory metrics
+  static void EnablePinnedMemoryMetrics();
+
   // Enable reporting of GPU metrics
   static void EnableGPUMetrics();
 
@@ -270,7 +273,9 @@ class Metrics {
   static Metrics* GetSingleton();
   bool InitializeDcgmMetrics();
   bool InitializeCpuMetrics();
+  bool InitializePinnedMemoryMetrics();
   bool StartPollingThread();
+  bool PollPinnedMemoryMetrics();
   bool PollDcgmMetrics();
   bool PollCpuMetrics();
 
@@ -295,6 +300,11 @@ class Metrics {
       inf_compute_output_duration_us_family_;
   prometheus::Family<prometheus::Gauge>& inf_pending_request_count_family_;
 
+  prometheus::Family<prometheus::Gauge>& pinned_memory_pool_total_family_;
+  prometheus::Family<prometheus::Gauge>& pinned_memory_pool_used_family_;
+  prometheus::Gauge* pinned_memory_pool_total_;
+  prometheus::Gauge* pinned_memory_pool_used_;
+
   // Per-model Response Cache metrics
   // NOTE: Per-model metrics are used in infer_stats for perf_analyzer. Global
   // cache metrics will be implemented by cache and published through
@@ -356,6 +366,7 @@ class Metrics {
   bool metrics_enabled_;
   bool gpu_metrics_enabled_;
   bool cpu_metrics_enabled_;
+  bool pinned_memory_metrics_enabled_;
   bool poll_thread_started_;
   std::mutex metrics_enabling_;
   std::mutex poll_thread_starting_;
diff --git a/src/pinned_memory_manager.cc b/src/pinned_memory_manager.cc
index 0321bb787..e13a57a81 100644
--- a/src/pinned_memory_manager.cc
+++ b/src/pinned_memory_manager.cc
@@ -65,12 +65,16 @@ ParseIntOption(const std::string& msg, const std::string& arg, int* value)
 }  // namespace
 
 std::unique_ptr<PinnedMemoryManager> PinnedMemoryManager::instance_;
-uint64_t PinnedMemoryManager::pinned_memory_byte_size_;
+uint64_t PinnedMemoryManager::pinned_memory_byte_size_ = 0;
+std::mutex PinnedMemoryManager::allocated_buffer_mtx_;
+std::vector<std::shared_ptr<PinnedMemoryManager::PinnedMemory>>
+    PinnedMemoryManager::allocated_pinned_memory_buffers_;
 
 PinnedMemoryManager::PinnedMemory::PinnedMemory(
     void* pinned_memory_buffer, uint64_t size)
     : pinned_memory_buffer_(pinned_memory_buffer)
 {
+  used_pinned_memory_byte_size_ = 0;
   if (pinned_memory_buffer_ != nullptr) {
     managed_pinned_memory_ = boost::interprocess::managed_external_buffer(
         boost::interprocess::create_only_t{}, pinned_memory_buffer_, size);
@@ -87,9 +91,39 @@ PinnedMemoryManager::PinnedMemory::~PinnedMemory()
 #endif  // TRITON_ENABLE_GPU
 }
 
+void*
+PinnedMemoryManager::PinnedMemory::Allocate(uint64_t size)
+{
+  std::lock_guard<std::mutex> lk(buffer_mtx_);
+  void* ptr = managed_pinned_memory_.allocate(size, std::nothrow_t{});
+  used_pinned_memory_byte_size_ += size;
+  allocated_memory_info_.emplace(ptr, size);
+  return ptr;
+}
+
+void
+PinnedMemoryManager::PinnedMemory::Deallocate(void* ptr)
+{
+  std::lock_guard<std::mutex> lk(buffer_mtx_);
+  managed_pinned_memory_.deallocate(ptr);
+  auto it = allocated_memory_info_.find(ptr);
+  if (it != allocated_memory_info_.end()) {
+    used_pinned_memory_byte_size_ -= it->second;
+    allocated_memory_info_.erase(it);
+  }
+}
+
+uint64_t
+PinnedMemoryManager::PinnedMemory::GetUsedPinnedMemorySizeInternal()
+{
+  std::lock_guard<std::mutex> lk(buffer_mtx_);
+  return used_pinned_memory_byte_size_;
+}
+
 PinnedMemoryManager::~PinnedMemoryManager()
 {
   // Clean up
+  allocated_pinned_memory_buffers_.clear();
   for (const auto& memory_info : memory_info_) {
     const auto& is_pinned = memory_info.second.first;
     if (!is_pinned) {
@@ -104,6 +138,10 @@ PinnedMemoryManager::AddPinnedMemoryBuffer(
     unsigned long node_mask)
 {
   pinned_memory_buffers_[node_mask] = pinned_memory_buffer;
+  {
+    std::lock_guard<std::mutex> lk(allocated_buffer_mtx_);
+    allocated_pinned_memory_buffers_.push_back(pinned_memory_buffer);
+  }
 }
 
 Status
@@ -113,9 +151,7 @@ PinnedMemoryManager::AllocInternal(
 {
   auto status = Status::Success;
   if (pinned_memory_buffer->pinned_memory_buffer_ != nullptr) {
-    std::lock_guard<std::mutex> lk(pinned_memory_buffer->buffer_mtx_);
-    *ptr = pinned_memory_buffer->managed_pinned_memory_.allocate(
-        size, std::nothrow_t{});
+    *ptr = pinned_memory_buffer->Allocate(size);
     *allocated_type = TRITONSERVER_MEMORY_CPU_PINNED;
     if (*ptr == nullptr) {
       status = Status(
@@ -167,8 +203,7 @@ PinnedMemoryManager::AllocInternal(
 
   if ((!status.IsOk()) && (*ptr != nullptr)) {
     if (is_pinned) {
-      std::lock_guard<std::mutex> lk(pinned_memory_buffer->buffer_mtx_);
-      pinned_memory_buffer->managed_pinned_memory_.deallocate(*ptr);
+      pinned_memory_buffer->Deallocate(*ptr);
     } else {
       free(*ptr);
     }
@@ -201,8 +236,7 @@ PinnedMemoryManager::FreeInternal(void* ptr)
   }
 
   if (is_pinned) {
-    std::lock_guard<std::mutex> lk(pinned_memory_buffer->buffer_mtx_);
-    pinned_memory_buffer->managed_pinned_memory_.deallocate(ptr);
+    pinned_memory_buffer->Deallocate(ptr);
   } else {
     free(ptr);
   }
@@ -376,4 +410,24 @@ PinnedMemoryManager::Free(void* ptr)
   return instance_->FreeInternal(ptr);
 }
 
+uint64_t
+PinnedMemoryManager::GetTotalPinnedMemoryByteSize()
+{
+  return pinned_memory_byte_size_;
+}
+
+uint64_t
+PinnedMemoryManager::GetUsedPinnedMemoryByteSize()
+{
+  std::lock_guard<std::mutex> lk(allocated_buffer_mtx_);
+  uint64_t used_pinned_memory_size = 0;
+  if (!allocated_pinned_memory_buffers_.empty()) {
+    for (const auto& it : allocated_pinned_memory_buffers_) {
+      used_pinned_memory_size += it->GetUsedPinnedMemorySizeInternal();
+    }
+  }
+
+  return used_pinned_memory_size;
+}
+
 }}  // namespace triton::core
diff --git a/src/pinned_memory_manager.h b/src/pinned_memory_manager.h
index 993a5fa70..b0883524f 100644
--- a/src/pinned_memory_manager.h
+++ b/src/pinned_memory_manager.h
@@ -77,13 +77,22 @@ class PinnedMemoryManager {
   // Return Status object indicating success or failure.
   static Status Free(void* ptr);
 
+  static uint64_t GetTotalPinnedMemoryByteSize();
+  static uint64_t GetUsedPinnedMemoryByteSize();
+
  private:
   class PinnedMemory {
    public:
     PinnedMemory(void* pinned_memory_buffer, uint64_t size);
     ~PinnedMemory();
+    void* Allocate(uint64_t size);
+    void Deallocate(void* ptr);
+    uint64_t GetUsedPinnedMemorySizeInternal();
+
     void* pinned_memory_buffer_;
     std::mutex buffer_mtx_;
+    uint64_t used_pinned_memory_byte_size_;
+    std::map<void*, uint64_t> allocated_memory_info_;
     boost::interprocess::managed_external_buffer managed_pinned_memory_;
   };
 
@@ -99,6 +108,9 @@ class PinnedMemoryManager {
 
   static std::unique_ptr<PinnedMemoryManager> instance_;
   static uint64_t pinned_memory_byte_size_;
+  static std::mutex allocated_buffer_mtx_;
+  static std::vector<std::shared_ptr<PinnedMemory>>
+      allocated_pinned_memory_buffers_;
 
   std::mutex info_mtx_;
   std::map<void*, std::pair<bool, PinnedMemory*>> memory_info_;
diff --git a/src/test/CMakeLists.txt b/src/test/CMakeLists.txt
index a0a3177d2..048790dff 100644
--- a/src/test/CMakeLists.txt
+++ b/src/test/CMakeLists.txt
@@ -449,6 +449,8 @@ if(${TRITON_ENABLE_METRICS})
   add_executable(
     metrics_api_test
     metrics_api_test.cc
+    ${PINNED_MEMORY_MANAGER_SRCS}
+    ${PINNED_MEMORY_MANAGER_HDRS}
     ../metric_family.cc
     ../metric_family.h
     ../metrics.cc
@@ -495,6 +497,24 @@ if(${TRITON_ENABLE_METRICS})
       protobuf::libprotobuf
   )
 
+  if (TRITON_ENABLE_GPU)
+    target_link_libraries(
+      metrics_api_test
+      PRIVATE
+        ${CNMEM_LIBRARY}
+        CUDA::cudart
+    )
+  endif()
+
+  if (NOT WIN32)
+    target_link_libraries(
+      metrics_api_test
+      PRIVATE
+        dl
+        numa
+    )
+  endif()
+
   install(
     TARGETS metrics_api_test
     RUNTIME DESTINATION bin